{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.chdir(r\"D:/myGit/github/facenet/src\")\n",
    "print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating networks and loading parameters\n",
      "X:\\share\\image\\lfw\\AJ_Cook\\AJ_Cook_0001.jpg\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\\align\\align_dataset_mtcnn.py:83: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n",
      "  img = misc.imread(image_path)\n",
      "D:\\myGit\\github\\facenet\\src\\align\\align_dataset_mtcnn.py:124: DeprecationWarning: `imresize` is deprecated!\n",
      "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``skimage.transform.resize`` instead.\n",
      "  scaled = misc.imresize(cropped, (args.image_size, args.image_size), interp='bilinear')\n",
      "D:\\myGit\\github\\facenet\\src\\align\\align_dataset_mtcnn.py:131: DeprecationWarning: `imsave` is deprecated!\n",
      "`imsave` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imwrite`` instead.\n",
      "  misc.imsave(output_filename_n, scaled)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "X:\\share\\image\\lfw\\Zhang_Ziyi\\Zhang_Ziyi_0003.jpg\n",
      "X:\\share\\image\\lfw\\Zhang_Ziyi\\Zhang_Ziyi_0004.jpg\n",
      "X:\\share\\image\\lfw\\Zhong_Nanshan\\Zhong_Nanshan_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0002.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0003.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0004.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0005.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0006.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0007.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0008.jpg\n",
      "X:\\share\\image\\lfw\\Zhu_Rongji\\Zhu_Rongji_0009.jpg\n",
      "X:\\share\\image\\lfw\\Zico\\Zico_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zico\\Zico_0002.jpg\n",
      "X:\\share\\image\\lfw\\Zico\\Zico_0003.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0002.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0003.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0004.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0005.jpg\n",
      "X:\\share\\image\\lfw\\Zinedine_Zidane\\Zinedine_Zidane_0006.jpg\n",
      "X:\\share\\image\\lfw\\Ziwang_Xu\\Ziwang_Xu_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zoe_Ball\\Zoe_Ball_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zoran_Djindjic\\Zoran_Djindjic_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zoran_Djindjic\\Zoran_Djindjic_0002.jpg\n",
      "X:\\share\\image\\lfw\\Zoran_Djindjic\\Zoran_Djindjic_0003.jpg\n",
      "X:\\share\\image\\lfw\\Zoran_Djindjic\\Zoran_Djindjic_0004.jpg\n",
      "X:\\share\\image\\lfw\\Zorica_Radovic\\Zorica_Radovic_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zulfiqar_Ahmed\\Zulfiqar_Ahmed_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zumrati_Juma\\Zumrati_Juma_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zurab_Tsereteli\\Zurab_Tsereteli_0001.jpg\n",
      "X:\\share\\image\\lfw\\Zydrunas_Ilgauskas\\Zydrunas_Ilgauskas_0001.jpg\n",
      "Total number of images: 13233\n",
      "Number of successfully aligned images: 13233\n"
     ]
    }
   ],
   "source": [
    "%run ./align/align_dataset_mtcnn.py X:\\share\\image\\lfw   X:\\share\\image\\aligen160_lfw  --image_size 160"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 可能时训练时的问题，查看face点输出。\n",
    "* 可能时归一化数据有问题\n",
    "* 大部分人会预测为同一个人，可能时权重问题\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\\classifier.py:60: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
      "  assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 19\n",
      "Number of images: 665\n",
      "Loading feature extraction model\n",
      "Model filename: X:/share/model/20180402-114759/20180402-114759.pb\n",
      "Calculating features for images\n",
      "Training classifier\n",
      "Saved classifier model to file \"X:\\share\\model\\classifiter\\lfw.pkl\"\n"
     ]
    }
   ],
   "source": [
    "# 首先排除数据问题，使用lfw数据集\n",
    "# 训练分类\n",
    "%run classifier.py TRAIN  X:\\share\\image\\aligen160_lfw  X:/share/model/20180402-114759/20180402-114759.pb X:\\share\\model\\classifiter\\lfw.pkl --batch_size 1000 --min_nrof_images_per_class 40 --nrof_train_images_per_class 35 --use_split_dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\\classifier.py:60: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
      "  assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 19\n",
      "Number of images: 1202\n",
      "Loading feature extraction model\n",
      "Model filename: X:/share/model/20180402-114759/20180402-114759.pb\n",
      "Calculating features for images\n",
      "Testing classifier\n",
      "Loaded classifier model from file \"X:\\share\\model\\classifiter\\lfw.pkl\"\n",
      "   0  Ariel Sharon: 0.651\n",
      "   1  Ariel Sharon: 0.813\n",
      "   2  Ariel Sharon: 0.793\n",
      "   3  Ariel Sharon: 0.798\n",
      "   4  Ariel Sharon: 0.735\n",
      "   5  Ariel Sharon: 0.762\n",
      "   6  Ariel Sharon: 0.732\n",
      "   7  Ariel Sharon: 0.811\n",
      "   8  Ariel Sharon: 0.712\n",
      "   9  Ariel Sharon: 0.674\n",
      "  10  Ariel Sharon: 0.796\n",
      "  11  Ariel Sharon: 0.662\n",
      "  12  Ariel Sharon: 0.805\n",
      "  13  Ariel Sharon: 0.808\n",
      "  14  Ariel Sharon: 0.760\n",
      "  15  Ariel Sharon: 0.662\n",
      "  16  Ariel Sharon: 0.709\n",
      "  17  Ariel Sharon: 0.822\n",
      "  18  Ariel Sharon: 0.759\n",
      "  19  Ariel Sharon: 0.734\n",
      "  20  Ariel Sharon: 0.787\n",
      "  21  Ariel Sharon: 0.811\n",
      "  22  Ariel Sharon: 0.737\n",
      "  23  Ariel Sharon: 0.760\n",
      "  24  Ariel Sharon: 0.603\n",
      "  25  Ariel Sharon: 0.745\n",
      "  26  Ariel Sharon: 0.732\n",
      "  27  Ariel Sharon: 0.784\n",
      "  28  Ariel Sharon: 0.634\n",
      "  29  Ariel Sharon: 0.645\n",
      "  30  Ariel Sharon: 0.792\n",
      "  31  Ariel Sharon: 0.747\n",
      "  32  Ariel Sharon: 0.673\n",
      "  33  Ariel Sharon: 0.564\n",
      "  34  Ariel Sharon: 0.747\n",
      "  35  Ariel Sharon: 0.691\n",
      "  36  Ariel Sharon: 0.808\n",
      "  37  Ariel Sharon: 0.767\n",
      "  38  Ariel Sharon: 0.722\n",
      "  39  Ariel Sharon: 0.740\n",
      "  40  Ariel Sharon: 0.771\n",
      "  41  Ariel Sharon: 0.726\n",
      "  42  Arnold Schwarzenegger: 0.822\n",
      "  43  Arnold Schwarzenegger: 0.875\n",
      "  44  Arnold Schwarzenegger: 0.692\n",
      "  45  Arnold Schwarzenegger: 0.797\n",
      "  46  Arnold Schwarzenegger: 0.816\n",
      "  47  Arnold Schwarzenegger: 0.826\n",
      "  48  Arnold Schwarzenegger: 0.818\n",
      "  49  Colin Powell: 0.735\n",
      "  50  Colin Powell: 0.637\n",
      "  51  Colin Powell: 0.787\n",
      "  52  Colin Powell: 0.725\n",
      "  53  Colin Powell: 0.733\n",
      "  54  Colin Powell: 0.703\n",
      "  55  Colin Powell: 0.750\n",
      "  56  Colin Powell: 0.700\n",
      "  57  Colin Powell: 0.720\n",
      "  58  Colin Powell: 0.666\n",
      "  59  Colin Powell: 0.711\n",
      "  60  Colin Powell: 0.646\n",
      "  61  Colin Powell: 0.658\n",
      "  62  Colin Powell: 0.697\n",
      "  63  Colin Powell: 0.674\n",
      "  64  Colin Powell: 0.718\n",
      "  65  Colin Powell: 0.610\n",
      "  66  Colin Powell: 0.679\n",
      "  67  Colin Powell: 0.641\n",
      "  68  Colin Powell: 0.626\n",
      "  69  Colin Powell: 0.772\n",
      "  70  Colin Powell: 0.726\n",
      "  71  Colin Powell: 0.641\n",
      "  72  Colin Powell: 0.664\n",
      "  73  Colin Powell: 0.767\n",
      "  74  Colin Powell: 0.785\n",
      "  75  Colin Powell: 0.705\n",
      "  76  Colin Powell: 0.781\n",
      "  77  Colin Powell: 0.728\n",
      "  78  Colin Powell: 0.626\n",
      "  79  Colin Powell: 0.715\n",
      "  80  Colin Powell: 0.686\n",
      "  81  Colin Powell: 0.751\n",
      "  82  Colin Powell: 0.688\n",
      "  83  Colin Powell: 0.644\n",
      "  84  Colin Powell: 0.711\n",
      "  85  Colin Powell: 0.665\n",
      "  86  Colin Powell: 0.810\n",
      "  87  Colin Powell: 0.760\n",
      "  88  Colin Powell: 0.714\n",
      "  89  Colin Powell: 0.749\n",
      "  90  Colin Powell: 0.686\n",
      "  91  Colin Powell: 0.723\n",
      "  92  Colin Powell: 0.741\n",
      "  93  Colin Powell: 0.748\n",
      "  94  Colin Powell: 0.749\n",
      "  95  Colin Powell: 0.675\n",
      "  96  Colin Powell: 0.701\n",
      "  97  Colin Powell: 0.748\n",
      "  98  Colin Powell: 0.637\n",
      "  99  Colin Powell: 0.742\n",
      " 100  Colin Powell: 0.734\n",
      " 101  Colin Powell: 0.748\n",
      " 102  Colin Powell: 0.649\n",
      " 103  Colin Powell: 0.665\n",
      " 104  Colin Powell: 0.695\n",
      " 105  Colin Powell: 0.716\n",
      " 106  Colin Powell: 0.751\n",
      " 107  Colin Powell: 0.731\n",
      " 108  Colin Powell: 0.724\n",
      " 109  Colin Powell: 0.761\n",
      " 110  Colin Powell: 0.684\n",
      " 111  Colin Powell: 0.696\n",
      " 112  Colin Powell: 0.732\n",
      " 113  Colin Powell: 0.755\n",
      " 114  Colin Powell: 0.683\n",
      " 115  Colin Powell: 0.761\n",
      " 116  Colin Powell: 0.724\n",
      " 117  Colin Powell: 0.753\n",
      " 118  Colin Powell: 0.789\n",
      " 119  Colin Powell: 0.743\n",
      " 120  Colin Powell: 0.684\n",
      " 121  Colin Powell: 0.753\n",
      " 122  Colin Powell: 0.752\n",
      " 123  Colin Powell: 0.756\n",
      " 124  Colin Powell: 0.782\n",
      " 125  Colin Powell: 0.733\n",
      " 126  Colin Powell: 0.598\n",
      " 127  Colin Powell: 0.704\n",
      " 128  Colin Powell: 0.737\n",
      " 129  Colin Powell: 0.702\n",
      " 130  Colin Powell: 0.760\n",
      " 131  Colin Powell: 0.726\n",
      " 132  Colin Powell: 0.736\n",
      " 133  Colin Powell: 0.747\n",
      " 134  Colin Powell: 0.714\n",
      " 135  Colin Powell: 0.705\n",
      " 136  Colin Powell: 0.625\n",
      " 137  Colin Powell: 0.809\n",
      " 138  Colin Powell: 0.780\n",
      " 139  Colin Powell: 0.764\n",
      " 140  Colin Powell: 0.747\n",
      " 141  Colin Powell: 0.749\n",
      " 142  Colin Powell: 0.722\n",
      " 143  Colin Powell: 0.555\n",
      " 144  Colin Powell: 0.739\n",
      " 145  Colin Powell: 0.780\n",
      " 146  Colin Powell: 0.681\n",
      " 147  Colin Powell: 0.696\n",
      " 148  Colin Powell: 0.715\n",
      " 149  Colin Powell: 0.650\n",
      " 150  Colin Powell: 0.712\n",
      " 151  Colin Powell: 0.738\n",
      " 152  Colin Powell: 0.668\n",
      " 153  Colin Powell: 0.587\n",
      " 154  Colin Powell: 0.730\n",
      " 155  Colin Powell: 0.741\n",
      " 156  Colin Powell: 0.709\n",
      " 157  Colin Powell: 0.744\n",
      " 158  Colin Powell: 0.774\n",
      " 159  Colin Powell: 0.785\n",
      " 160  Colin Powell: 0.697\n",
      " 161  Colin Powell: 0.721\n",
      " 162  Colin Powell: 0.643\n",
      " 163  Colin Powell: 0.787\n",
      " 164  Colin Powell: 0.660\n",
      " 165  Colin Powell: 0.752\n",
      " 166  Colin Powell: 0.768\n",
      " 167  Colin Powell: 0.696\n",
      " 168  Colin Powell: 0.721\n",
      " 169  Colin Powell: 0.721\n",
      " 170  Colin Powell: 0.753\n",
      " 171  Colin Powell: 0.733\n",
      " 172  Colin Powell: 0.592\n",
      " 173  Colin Powell: 0.713\n",
      " 174  Colin Powell: 0.745\n",
      " 175  Colin Powell: 0.711\n",
      " 176  Colin Powell: 0.666\n",
      " 177  Colin Powell: 0.744\n",
      " 178  Colin Powell: 0.769\n",
      " 179  Colin Powell: 0.708\n",
      " 180  Colin Powell: 0.704\n",
      " 181  Colin Powell: 0.674\n",
      " 182  Colin Powell: 0.764\n",
      " 183  Colin Powell: 0.753\n",
      " 184  Colin Powell: 0.709\n",
      " 185  Colin Powell: 0.748\n",
      " 186  Colin Powell: 0.590\n",
      " 187  Colin Powell: 0.701\n",
      " 188  Colin Powell: 0.674\n",
      " 189  Colin Powell: 0.676\n",
      " 190  Colin Powell: 0.602\n",
      " 191  Colin Powell: 0.732\n",
      " 192  Colin Powell: 0.712\n",
      " 193  Colin Powell: 0.697\n",
      " 194  Colin Powell: 0.740\n",
      " 195  Colin Powell: 0.760\n",
      " 196  Colin Powell: 0.635\n",
      " 197  Colin Powell: 0.715\n",
      " 198  Colin Powell: 0.706\n",
      " 199  Colin Powell: 0.752\n",
      " 200  Colin Powell: 0.742\n",
      " 201  Colin Powell: 0.687\n",
      " 202  Colin Powell: 0.686\n",
      " 203  Colin Powell: 0.722\n",
      " 204  Colin Powell: 0.672\n",
      " 205  Colin Powell: 0.709\n",
      " 206  Colin Powell: 0.607\n",
      " 207  Colin Powell: 0.747\n",
      " 208  George W Bush: 0.180\n",
      " 209  Colin Powell: 0.767\n",
      " 210  Colin Powell: 0.769\n",
      " 211  Colin Powell: 0.742\n",
      " 212  Colin Powell: 0.766\n",
      " 213  Colin Powell: 0.741\n",
      " 214  Colin Powell: 0.693\n",
      " 215  Colin Powell: 0.646\n",
      " 216  Colin Powell: 0.600\n",
      " 217  Colin Powell: 0.686\n",
      " 218  Colin Powell: 0.634\n",
      " 219  Colin Powell: 0.671\n",
      " 220  Colin Powell: 0.775\n",
      " 221  Colin Powell: 0.784\n",
      " 222  Colin Powell: 0.693\n",
      " 223  Colin Powell: 0.694\n",
      " 224  Colin Powell: 0.744\n",
      " 225  Colin Powell: 0.743\n",
      " 226  Colin Powell: 0.712\n",
      " 227  Colin Powell: 0.799\n",
      " 228  Colin Powell: 0.757\n",
      " 229  Colin Powell: 0.672\n",
      " 230  Colin Powell: 0.629\n",
      " 231  Colin Powell: 0.473\n",
      " 232  Colin Powell: 0.711\n",
      " 233  Colin Powell: 0.544\n",
      " 234  Colin Powell: 0.649\n",
      " 235  Colin Powell: 0.775\n",
      " 236  Colin Powell: 0.779\n",
      " 237  Colin Powell: 0.673\n",
      " 238  Colin Powell: 0.725\n",
      " 239  Colin Powell: 0.726\n",
      " 240  Colin Powell: 0.706\n",
      " 241  Colin Powell: 0.741\n",
      " 242  Colin Powell: 0.642\n",
      " 243  Colin Powell: 0.661\n",
      " 244  Colin Powell: 0.771\n",
      " 245  Colin Powell: 0.718\n",
      " 246  Colin Powell: 0.707\n",
      " 247  Colin Powell: 0.755\n",
      " 248  Colin Powell: 0.738\n",
      " 249  Colin Powell: 0.756\n",
      " 250  Donald Rumsfeld: 0.627\n",
      " 251  Donald Rumsfeld: 0.754\n",
      " 252  Donald Rumsfeld: 0.696\n",
      " 253  Donald Rumsfeld: 0.769\n",
      " 254  Donald Rumsfeld: 0.631\n",
      " 255  Donald Rumsfeld: 0.596\n",
      " 256  Donald Rumsfeld: 0.799\n",
      " 257  Donald Rumsfeld: 0.762\n",
      " 258  Donald Rumsfeld: 0.692\n",
      " 259  Donald Rumsfeld: 0.825\n",
      " 260  Donald Rumsfeld: 0.811\n",
      " 261  Donald Rumsfeld: 0.818\n",
      " 262  Donald Rumsfeld: 0.756\n",
      " 263  Donald Rumsfeld: 0.703\n",
      " 264  Donald Rumsfeld: 0.806\n",
      " 265  Donald Rumsfeld: 0.478\n",
      " 266  Donald Rumsfeld: 0.763\n",
      " 267  Donald Rumsfeld: 0.820\n",
      " 268  Donald Rumsfeld: 0.671\n",
      " 269  Donald Rumsfeld: 0.773\n",
      " 270  Donald Rumsfeld: 0.794\n",
      " 271  Donald Rumsfeld: 0.756\n",
      " 272  Donald Rumsfeld: 0.671\n",
      " 273  Donald Rumsfeld: 0.809\n",
      " 274  Donald Rumsfeld: 0.593\n",
      " 275  Donald Rumsfeld: 0.820\n",
      " 276  Donald Rumsfeld: 0.787\n",
      " 277  Donald Rumsfeld: 0.748\n",
      " 278  Donald Rumsfeld: 0.721\n",
      " 279  Donald Rumsfeld: 0.665\n",
      " 280  Donald Rumsfeld: 0.766\n",
      " 281  Donald Rumsfeld: 0.826\n",
      " 282  Donald Rumsfeld: 0.789\n",
      " 283  Donald Rumsfeld: 0.783\n",
      " 284  Donald Rumsfeld: 0.781\n",
      " 285  Donald Rumsfeld: 0.751\n",
      " 286  Donald Rumsfeld: 0.742\n",
      " 287  Donald Rumsfeld: 0.739\n",
      " 288  Donald Rumsfeld: 0.777\n",
      " 289  Donald Rumsfeld: 0.822\n",
      " 290  Donald Rumsfeld: 0.774\n",
      " 291  Donald Rumsfeld: 0.802\n",
      " 292  Donald Rumsfeld: 0.753\n",
      " 293  Donald Rumsfeld: 0.831\n",
      " 294  Donald Rumsfeld: 0.751\n",
      " 295  Donald Rumsfeld: 0.805\n",
      " 296  Donald Rumsfeld: 0.801\n",
      " 297  Donald Rumsfeld: 0.789\n",
      " 298  Donald Rumsfeld: 0.840\n",
      " 299  Donald Rumsfeld: 0.730\n",
      " 300  Donald Rumsfeld: 0.789\n",
      " 301  Donald Rumsfeld: 0.684\n",
      " 302  Donald Rumsfeld: 0.793\n",
      " 303  Donald Rumsfeld: 0.790\n",
      " 304  Donald Rumsfeld: 0.701\n",
      " 305  Donald Rumsfeld: 0.727\n",
      " 306  Donald Rumsfeld: 0.717\n",
      " 307  Donald Rumsfeld: 0.808\n",
      " 308  Donald Rumsfeld: 0.710\n",
      " 309  Donald Rumsfeld: 0.683\n",
      " 310  Donald Rumsfeld: 0.829\n",
      " 311  Donald Rumsfeld: 0.804\n",
      " 312  Donald Rumsfeld: 0.700\n",
      " 313  Donald Rumsfeld: 0.611\n",
      " 314  Donald Rumsfeld: 0.741\n",
      " 315  Donald Rumsfeld: 0.592\n",
      " 316  Donald Rumsfeld: 0.712\n",
      " 317  Donald Rumsfeld: 0.611\n",
      " 318  Donald Rumsfeld: 0.701\n",
      " 319  Donald Rumsfeld: 0.779\n",
      " 320  Donald Rumsfeld: 0.748\n",
      " 321  Donald Rumsfeld: 0.790\n",
      " 322  Donald Rumsfeld: 0.762\n",
      " 323  Donald Rumsfeld: 0.481\n",
      " 324  Donald Rumsfeld: 0.778\n",
      " 325  Donald Rumsfeld: 0.787\n",
      " 326  Donald Rumsfeld: 0.818\n",
      " 327  Donald Rumsfeld: 0.649\n",
      " 328  Donald Rumsfeld: 0.792\n",
      " 329  Donald Rumsfeld: 0.641\n",
      " 330  Donald Rumsfeld: 0.503\n",
      " 331  Donald Rumsfeld: 0.755\n",
      " 332  Donald Rumsfeld: 0.649\n",
      " 333  Donald Rumsfeld: 0.662\n",
      " 334  Donald Rumsfeld: 0.787\n",
      " 335  Donald Rumsfeld: 0.702\n",
      " 336  George W Bush: 0.822\n",
      " 337  George W Bush: 0.767\n",
      " 338  George W Bush: 0.263\n",
      " 339  George W Bush: 0.659\n",
      " 340  George W Bush: 0.675\n",
      " 341  George W Bush: 0.765\n",
      " 342  George W Bush: 0.771\n",
      " 343  George W Bush: 0.717\n",
      " 344  George W Bush: 0.720\n",
      " 345  George W Bush: 0.824\n",
      " 346  George W Bush: 0.696\n",
      " 347  George W Bush: 0.571\n",
      " 348  George W Bush: 0.763\n",
      " 349  George W Bush: 0.626\n",
      " 350  George W Bush: 0.609\n",
      " 351  George W Bush: 0.718\n",
      " 352  George W Bush: 0.705\n",
      " 353  George W Bush: 0.741\n",
      " 354  George W Bush: 0.713\n",
      " 355  George W Bush: 0.763\n",
      " 356  George W Bush: 0.749\n",
      " 357  George W Bush: 0.802\n",
      " 358  George W Bush: 0.821\n",
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      " 372  George W Bush: 0.792\n",
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      " 386  George W Bush: 0.781\n",
      " 387  George W Bush: 0.775\n",
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      " 394  George W Bush: 0.833\n",
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      " 410  George W Bush: 0.816\n",
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      " 432  George W Bush: 0.726\n",
      " 433  George W Bush: 0.723\n",
      " 434  George W Bush: 0.777\n",
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      " 437  George W Bush: 0.802\n",
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      " 439  George W Bush: 0.601\n",
      " 440  George W Bush: 0.635\n",
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      " 444  George W Bush: 0.704\n",
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      " 446  George W Bush: 0.737\n",
      " 447  George W Bush: 0.845\n",
      " 448  George W Bush: 0.827\n",
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      " 451  George W Bush: 0.813\n",
      " 452  George W Bush: 0.644\n",
      " 453  George W Bush: 0.725\n",
      " 454  George W Bush: 0.798\n",
      " 455  George W Bush: 0.726\n",
      " 456  George W Bush: 0.685\n",
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      " 459  George W Bush: 0.716\n",
      " 460  George W Bush: 0.705\n",
      " 461  George W Bush: 0.775\n",
      " 462  George W Bush: 0.613\n",
      " 463  George W Bush: 0.732\n",
      " 464  George W Bush: 0.779\n",
      " 465  George W Bush: 0.602\n",
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      " 469  George W Bush: 0.599\n",
      " 470  George W Bush: 0.805\n",
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      " 472  George W Bush: 0.489\n",
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      " 474  George W Bush: 0.727\n",
      " 475  George W Bush: 0.728\n",
      " 476  George W Bush: 0.700\n",
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      " 478  George W Bush: 0.579\n",
      " 479  George W Bush: 0.500\n",
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      " 481  George W Bush: 0.800\n",
      " 482  George W Bush: 0.669\n",
      " 483  George W Bush: 0.691\n",
      " 484  George W Bush: 0.745\n",
      " 485  George W Bush: 0.704\n",
      " 486  George W Bush: 0.707\n",
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      " 489  George W Bush: 0.699\n",
      " 490  George W Bush: 0.815\n",
      " 491  George W Bush: 0.834\n",
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      " 494  George W Bush: 0.620\n",
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      " 496  George W Bush: 0.565\n",
      " 497  George W Bush: 0.643\n",
      " 498  George W Bush: 0.812\n",
      " 499  George W Bush: 0.601\n",
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      " 501  George W Bush: 0.751\n",
      " 502  George W Bush: 0.562\n",
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      " 506  George W Bush: 0.750\n",
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      " 509  George W Bush: 0.766\n",
      " 510  George W Bush: 0.718\n",
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      " 512  George W Bush: 0.701\n",
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      " 523  George W Bush: 0.652\n",
      " 524  George W Bush: 0.545\n",
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      " 526  George W Bush: 0.695\n",
      " 527  George W Bush: 0.775\n",
      " 528  George W Bush: 0.570\n",
      " 529  George W Bush: 0.623\n",
      " 530  George W Bush: 0.743\n",
      " 531  George W Bush: 0.801\n",
      " 532  George W Bush: 0.723\n",
      " 533  George W Bush: 0.746\n",
      " 534  George W Bush: 0.758\n",
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      " 536  George W Bush: 0.736\n",
      " 537  George W Bush: 0.703\n",
      " 538  George W Bush: 0.776\n",
      " 539  George W Bush: 0.636\n",
      " 540  George W Bush: 0.631\n",
      " 541  George W Bush: 0.681\n",
      " 542  George W Bush: 0.510\n",
      " 543  George W Bush: 0.733\n",
      " 544  George W Bush: 0.805\n",
      " 545  George W Bush: 0.718\n",
      " 546  George W Bush: 0.669\n",
      " 547  George W Bush: 0.745\n",
      " 548  George W Bush: 0.670\n",
      " 549  George W Bush: 0.656\n",
      " 550  George W Bush: 0.756\n",
      " 551  George W Bush: 0.620\n",
      " 552  George W Bush: 0.739\n",
      " 553  George W Bush: 0.780\n",
      " 554  George W Bush: 0.700\n",
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      " 556  George W Bush: 0.788\n",
      " 557  George W Bush: 0.771\n",
      " 558  George W Bush: 0.781\n",
      " 559  George W Bush: 0.725\n",
      " 560  George W Bush: 0.601\n",
      " 561  George W Bush: 0.760\n",
      " 562  George W Bush: 0.600\n",
      " 563  George W Bush: 0.763\n",
      " 564  George W Bush: 0.743\n",
      " 565  George W Bush: 0.725\n",
      " 566  George W Bush: 0.661\n",
      " 567  George W Bush: 0.650\n",
      " 568  George W Bush: 0.673\n",
      " 569  George W Bush: 0.824\n",
      " 570  George W Bush: 0.765\n",
      " 571  George W Bush: 0.654\n",
      " 572  George W Bush: 0.820\n",
      " 573  George W Bush: 0.619\n",
      " 574  George W Bush: 0.703\n",
      " 575  George W Bush: 0.729\n",
      " 576  George W Bush: 0.678\n",
      " 577  George W Bush: 0.744\n",
      " 578  George W Bush: 0.675\n",
      " 579  George W Bush: 0.788\n",
      " 580  George W Bush: 0.549\n",
      " 581  George W Bush: 0.662\n",
      " 582  George W Bush: 0.654\n",
      " 583  George W Bush: 0.824\n",
      " 584  George W Bush: 0.805\n",
      " 585  George W Bush: 0.754\n",
      " 586  George W Bush: 0.773\n",
      " 587  George W Bush: 0.715\n",
      " 588  George W Bush: 0.552\n",
      " 589  George W Bush: 0.710\n",
      " 590  George W Bush: 0.707\n",
      " 591  George W Bush: 0.646\n",
      " 592  George W Bush: 0.740\n",
      " 593  George W Bush: 0.721\n",
      " 594  George W Bush: 0.710\n",
      " 595  George W Bush: 0.685\n",
      " 596  George W Bush: 0.714\n",
      " 597  George W Bush: 0.654\n",
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      " 599  George W Bush: 0.756\n",
      " 600  George W Bush: 0.594\n",
      " 601  George W Bush: 0.759\n",
      " 602  George W Bush: 0.743\n",
      " 603  George W Bush: 0.669\n",
      " 604  George W Bush: 0.754\n",
      " 605  George W Bush: 0.754\n",
      " 606  George W Bush: 0.763\n",
      " 607  George W Bush: 0.813\n",
      " 608  George W Bush: 0.712\n",
      " 609  George W Bush: 0.747\n",
      " 610  George W Bush: 0.785\n",
      " 611  George W Bush: 0.736\n",
      " 612  George W Bush: 0.809\n",
      " 613  George W Bush: 0.776\n",
      " 614  George W Bush: 0.769\n",
      " 615  George W Bush: 0.651\n",
      " 616  George W Bush: 0.663\n",
      " 617  George W Bush: 0.722\n",
      " 618  George W Bush: 0.677\n",
      " 619  George W Bush: 0.698\n",
      " 620  George W Bush: 0.711\n",
      " 621  George W Bush: 0.691\n",
      " 622  George W Bush: 0.576\n",
      " 623  George W Bush: 0.645\n",
      " 624  George W Bush: 0.788\n",
      " 625  George W Bush: 0.786\n",
      " 626  George W Bush: 0.769\n",
      " 627  George W Bush: 0.761\n",
      " 628  George W Bush: 0.699\n",
      " 629  George W Bush: 0.600\n",
      " 630  George W Bush: 0.688\n",
      " 631  George W Bush: 0.656\n",
      " 632  George W Bush: 0.706\n",
      " 633  George W Bush: 0.370\n",
      " 634  George W Bush: 0.537\n",
      " 635  George W Bush: 0.636\n",
      " 636  George W Bush: 0.708\n",
      " 637  George W Bush: 0.648\n",
      " 638  George W Bush: 0.739\n",
      " 639  George W Bush: 0.720\n",
      " 640  George W Bush: 0.716\n",
      " 641  George W Bush: 0.815\n",
      " 642  George W Bush: 0.765\n",
      " 643  George W Bush: 0.744\n",
      " 644  George W Bush: 0.731\n",
      " 645  George W Bush: 0.680\n",
      " 646  George W Bush: 0.727\n",
      " 647  George W Bush: 0.705\n",
      " 648  George W Bush: 0.830\n",
      " 649  George W Bush: 0.695\n",
      " 650  George W Bush: 0.726\n",
      " 651  George W Bush: 0.724\n",
      " 652  George W Bush: 0.487\n",
      " 653  George W Bush: 0.752\n",
      " 654  George W Bush: 0.764\n",
      " 655  George W Bush: 0.776\n",
      " 656  George W Bush: 0.778\n",
      " 657  George W Bush: 0.719\n",
      " 658  George W Bush: 0.730\n",
      " 659  George W Bush: 0.775\n",
      " 660  George W Bush: 0.662\n",
      " 661  George W Bush: 0.713\n",
      " 662  George W Bush: 0.708\n",
      " 663  George W Bush: 0.717\n",
      " 664  George W Bush: 0.611\n",
      " 665  George W Bush: 0.658\n",
      " 666  George W Bush: 0.792\n",
      " 667  George W Bush: 0.787\n",
      " 668  George W Bush: 0.831\n",
      " 669  George W Bush: 0.681\n",
      " 670  George W Bush: 0.597\n",
      " 671  George W Bush: 0.758\n",
      " 672  George W Bush: 0.726\n",
      " 673  George W Bush: 0.818\n",
      " 674  George W Bush: 0.716\n",
      " 675  George W Bush: 0.668\n",
      " 676  George W Bush: 0.714\n",
      " 677  George W Bush: 0.629\n",
      " 678  George W Bush: 0.773\n",
      " 679  George W Bush: 0.730\n",
      " 680  George W Bush: 0.679\n",
      " 681  George W Bush: 0.638\n",
      " 682  George W Bush: 0.733\n",
      " 683  George W Bush: 0.728\n",
      " 684  George W Bush: 0.789\n",
      " 685  George W Bush: 0.750\n",
      " 686  George W Bush: 0.819\n",
      " 687  George W Bush: 0.545\n",
      " 688  George W Bush: 0.647\n",
      " 689  George W Bush: 0.806\n",
      " 690  George W Bush: 0.796\n",
      " 691  George W Bush: 0.693\n",
      " 692  George W Bush: 0.774\n",
      " 693  George W Bush: 0.633\n",
      " 694  George W Bush: 0.805\n",
      " 695  George W Bush: 0.677\n",
      " 696  George W Bush: 0.748\n",
      " 697  George W Bush: 0.623\n",
      " 698  George W Bush: 0.654\n",
      " 699  George W Bush: 0.696\n",
      " 700  George W Bush: 0.661\n",
      " 701  George W Bush: 0.667\n",
      " 702  George W Bush: 0.721\n",
      " 703  George W Bush: 0.774\n",
      " 704  George W Bush: 0.672\n",
      " 705  George W Bush: 0.711\n",
      " 706  George W Bush: 0.760\n",
      " 707  George W Bush: 0.642\n",
      " 708  George W Bush: 0.741\n",
      " 709  George W Bush: 0.691\n",
      " 710  George W Bush: 0.698\n",
      " 711  George W Bush: 0.776\n",
      " 712  George W Bush: 0.773\n",
      " 713  George W Bush: 0.637\n",
      " 714  George W Bush: 0.709\n",
      " 715  George W Bush: 0.639\n",
      " 716  George W Bush: 0.749\n",
      " 717  George W Bush: 0.698\n",
      " 718  George W Bush: 0.778\n",
      " 719  George W Bush: 0.767\n",
      " 720  George W Bush: 0.784\n",
      " 721  George W Bush: 0.747\n",
      " 722  George W Bush: 0.786\n",
      " 723  George W Bush: 0.757\n",
      " 724  George W Bush: 0.743\n",
      " 725  George W Bush: 0.776\n",
      " 726  George W Bush: 0.700\n",
      " 727  George W Bush: 0.782\n",
      " 728  George W Bush: 0.736\n",
      " 729  George W Bush: 0.504\n",
      " 730  George W Bush: 0.797\n",
      " 731  George W Bush: 0.668\n",
      " 732  George W Bush: 0.837\n",
      " 733  George W Bush: 0.662\n",
      " 734  George W Bush: 0.638\n",
      " 735  George W Bush: 0.684\n",
      " 736  George W Bush: 0.665\n",
      " 737  George W Bush: 0.765\n",
      " 738  George W Bush: 0.789\n",
      " 739  George W Bush: 0.729\n",
      " 740  George W Bush: 0.669\n",
      " 741  George W Bush: 0.792\n",
      " 742  George W Bush: 0.739\n",
      " 743  George W Bush: 0.715\n",
      " 744  George W Bush: 0.723\n",
      " 745  George W Bush: 0.582\n",
      " 746  George W Bush: 0.674\n",
      " 747  George W Bush: 0.495\n",
      " 748  George W Bush: 0.746\n",
      " 749  George W Bush: 0.814\n",
      " 750  George W Bush: 0.711\n",
      " 751  George W Bush: 0.785\n",
      " 752  George W Bush: 0.742\n",
      " 753  George W Bush: 0.788\n",
      " 754  George W Bush: 0.770\n",
      " 755  George W Bush: 0.777\n",
      " 756  George W Bush: 0.751\n",
      " 757  George W Bush: 0.632\n",
      " 758  George W Bush: 0.738\n",
      " 759  George W Bush: 0.754\n",
      " 760  George W Bush: 0.601\n",
      " 761  George W Bush: 0.791\n",
      " 762  George W Bush: 0.757\n",
      " 763  George W Bush: 0.709\n",
      " 764  George W Bush: 0.759\n",
      " 765  George W Bush: 0.737\n",
      " 766  George W Bush: 0.723\n",
      " 767  George W Bush: 0.698\n",
      " 768  George W Bush: 0.757\n",
      " 769  George W Bush: 0.738\n",
      " 770  George W Bush: 0.782\n",
      " 771  George W Bush: 0.705\n",
      " 772  George W Bush: 0.804\n",
      " 773  George W Bush: 0.660\n",
      " 774  George W Bush: 0.787\n",
      " 775  George W Bush: 0.791\n",
      " 776  George W Bush: 0.642\n",
      " 777  George W Bush: 0.744\n",
      " 778  George W Bush: 0.740\n",
      " 779  George W Bush: 0.714\n",
      " 780  George W Bush: 0.705\n",
      " 781  George W Bush: 0.765\n",
      " 782  George W Bush: 0.795\n",
      " 783  George W Bush: 0.815\n",
      " 784  George W Bush: 0.720\n",
      " 785  George W Bush: 0.759\n",
      " 786  George W Bush: 0.715\n",
      " 787  George W Bush: 0.680\n",
      " 788  George W Bush: 0.717\n",
      " 789  George W Bush: 0.783\n",
      " 790  George W Bush: 0.762\n",
      " 791  George W Bush: 0.709\n",
      " 792  George W Bush: 0.611\n",
      " 793  George W Bush: 0.774\n",
      " 794  George W Bush: 0.801\n",
      " 795  George W Bush: 0.755\n",
      " 796  George W Bush: 0.753\n",
      " 797  George W Bush: 0.728\n",
      " 798  George W Bush: 0.764\n",
      " 799  George W Bush: 0.666\n",
      " 800  George W Bush: 0.770\n",
      " 801  George W Bush: 0.639\n",
      " 802  George W Bush: 0.622\n",
      " 803  George W Bush: 0.787\n",
      " 804  George W Bush: 0.771\n",
      " 805  George W Bush: 0.726\n",
      " 806  George W Bush: 0.749\n",
      " 807  George W Bush: 0.793\n",
      " 808  George W Bush: 0.717\n",
      " 809  George W Bush: 0.605\n",
      " 810  George W Bush: 0.770\n",
      " 811  George W Bush: 0.589\n",
      " 812  George W Bush: 0.787\n",
      " 813  George W Bush: 0.760\n",
      " 814  George W Bush: 0.761\n",
      " 815  George W Bush: 0.718\n",
      " 816  George W Bush: 0.724\n",
      " 817  George W Bush: 0.698\n",
      " 818  George W Bush: 0.717\n",
      " 819  George W Bush: 0.516\n",
      " 820  George W Bush: 0.793\n",
      " 821  George W Bush: 0.799\n",
      " 822  George W Bush: 0.788\n",
      " 823  George W Bush: 0.763\n",
      " 824  George W Bush: 0.435\n",
      " 825  George W Bush: 0.711\n",
      " 826  George W Bush: 0.680\n",
      " 827  George W Bush: 0.712\n",
      " 828  George W Bush: 0.719\n",
      " 829  George W Bush: 0.788\n",
      " 830  George W Bush: 0.744\n",
      " 831  Gerhard Schroeder: 0.709\n",
      " 832  Gerhard Schroeder: 0.662\n",
      " 833  Gerhard Schroeder: 0.837\n",
      " 834  Gerhard Schroeder: 0.717\n",
      " 835  Gerhard Schroeder: 0.811\n",
      " 836  Gerhard Schroeder: 0.657\n",
      " 837  Gerhard Schroeder: 0.760\n",
      " 838  Gerhard Schroeder: 0.804\n",
      " 839  Gerhard Schroeder: 0.756\n",
      " 840  Gerhard Schroeder: 0.669\n",
      " 841  Gerhard Schroeder: 0.822\n",
      " 842  Gerhard Schroeder: 0.747\n",
      " 843  Gerhard Schroeder: 0.784\n",
      " 844  Gerhard Schroeder: 0.676\n",
      " 845  Gerhard Schroeder: 0.786\n",
      " 846  Gerhard Schroeder: 0.291\n",
      " 847  Gerhard Schroeder: 0.755\n",
      " 848  Gerhard Schroeder: 0.850\n",
      " 849  Gerhard Schroeder: 0.793\n",
      " 850  Gerhard Schroeder: 0.683\n",
      " 851  Gerhard Schroeder: 0.758\n",
      " 852  Gerhard Schroeder: 0.763\n",
      " 853  Gerhard Schroeder: 0.840\n",
      " 854  Gerhard Schroeder: 0.785\n",
      " 855  Gerhard Schroeder: 0.634\n",
      " 856  Gerhard Schroeder: 0.756\n",
      " 857  Gerhard Schroeder: 0.690\n",
      " 858  Gerhard Schroeder: 0.716\n",
      " 859  Gerhard Schroeder: 0.826\n",
      " 860  Gerhard Schroeder: 0.487\n",
      " 861  Gerhard Schroeder: 0.704\n",
      " 862  Gerhard Schroeder: 0.752\n",
      " 863  Gerhard Schroeder: 0.788\n",
      " 864  Gerhard Schroeder: 0.817\n",
      " 865  Gerhard Schroeder: 0.760\n",
      " 866  Gerhard Schroeder: 0.764\n",
      " 867  Gerhard Schroeder: 0.437\n",
      " 868  Gerhard Schroeder: 0.795\n",
      " 869  Gerhard Schroeder: 0.579\n",
      " 870  Gerhard Schroeder: 0.768\n",
      " 871  Gerhard Schroeder: 0.519\n",
      " 872  Gerhard Schroeder: 0.477\n",
      " 873  Gerhard Schroeder: 0.714\n",
      " 874  Gerhard Schroeder: 0.693\n",
      " 875  Gerhard Schroeder: 0.830\n",
      " 876  Gerhard Schroeder: 0.680\n",
      " 877  Gerhard Schroeder: 0.766\n",
      " 878  Gerhard Schroeder: 0.712\n",
      " 879  Gerhard Schroeder: 0.727\n",
      " 880  Gerhard Schroeder: 0.392\n",
      " 881  Gerhard Schroeder: 0.692\n",
      " 882  Gerhard Schroeder: 0.778\n",
      " 883  Gerhard Schroeder: 0.610\n",
      " 884  Gerhard Schroeder: 0.586\n",
      " 885  Gerhard Schroeder: 0.667\n",
      " 886  Gerhard Schroeder: 0.556\n",
      " 887  Gerhard Schroeder: 0.677\n",
      " 888  Gerhard Schroeder: 0.743\n",
      " 889  Gerhard Schroeder: 0.687\n",
      " 890  Gerhard Schroeder: 0.724\n",
      " 891  Gerhard Schroeder: 0.657\n",
      " 892  Gerhard Schroeder: 0.811\n",
      " 893  Gerhard Schroeder: 0.585\n",
      " 894  Gerhard Schroeder: 0.692\n",
      " 895  Gerhard Schroeder: 0.763\n",
      " 896  Gerhard Schroeder: 0.793\n",
      " 897  Gerhard Schroeder: 0.686\n",
      " 898  Gerhard Schroeder: 0.718\n",
      " 899  Gerhard Schroeder: 0.766\n",
      " 900  Gerhard Schroeder: 0.785\n",
      " 901  Gerhard Schroeder: 0.810\n",
      " 902  Gerhard Schroeder: 0.784\n",
      " 903  Gerhard Schroeder: 0.602\n",
      " 904  Gerhard Schroeder: 0.722\n",
      " 905  Gloria Macapagal Arroyo: 0.708\n",
      " 906  Gloria Macapagal Arroyo: 0.623\n",
      " 907  Gloria Macapagal Arroyo: 0.770\n",
      " 908  Gloria Macapagal Arroyo: 0.721\n",
      " 909  Gloria Macapagal Arroyo: 0.762\n",
      " 910  Gloria Macapagal Arroyo: 0.736\n",
      " 911  Gloria Macapagal Arroyo: 0.715\n",
      " 912  Gloria Macapagal Arroyo: 0.562\n",
      " 913  Gloria Macapagal Arroyo: 0.657\n",
      " 914  Hugo Chavez: 0.762\n",
      " 915  Hugo Chavez: 0.708\n",
      " 916  Hugo Chavez: 0.761\n",
      " 917  Hugo Chavez: 0.754\n",
      " 918  Hugo Chavez: 0.743\n",
      " 919  Hugo Chavez: 0.656\n",
      " 920  Hugo Chavez: 0.795\n",
      " 921  Hugo Chavez: 0.578\n",
      " 922  Hugo Chavez: 0.759\n",
      " 923  Hugo Chavez: 0.648\n",
      " 924  Hugo Chavez: 0.725\n",
      " 925  Hugo Chavez: 0.751\n",
      " 926  Hugo Chavez: 0.717\n",
      " 927  Hugo Chavez: 0.672\n",
      " 928  Hugo Chavez: 0.722\n",
      " 929  Hugo Chavez: 0.666\n",
      " 930  Hugo Chavez: 0.774\n",
      " 931  Hugo Chavez: 0.649\n",
      " 932  Hugo Chavez: 0.820\n",
      " 933  Hugo Chavez: 0.731\n",
      " 934  Hugo Chavez: 0.808\n",
      " 935  Hugo Chavez: 0.636\n",
      " 936  Hugo Chavez: 0.692\n",
      " 937  Hugo Chavez: 0.688\n",
      " 938  Hugo Chavez: 0.814\n",
      " 939  Hugo Chavez: 0.687\n",
      " 940  Hugo Chavez: 0.745\n",
      " 941  Hugo Chavez: 0.672\n",
      " 942  Hugo Chavez: 0.719\n",
      " 943  Hugo Chavez: 0.753\n",
      " 944  Hugo Chavez: 0.741\n",
      " 945  Hugo Chavez: 0.529\n",
      " 946  Hugo Chavez: 0.650\n",
      " 947  Hugo Chavez: 0.709\n",
      " 948  Hugo Chavez: 0.619\n",
      " 949  Hugo Chavez: 0.648\n",
      " 950  Jacques Chirac: 0.752\n",
      " 951  Jacques Chirac: 0.796\n",
      " 952  Jacques Chirac: 0.822\n",
      " 953  Jacques Chirac: 0.826\n",
      " 954  Jacques Chirac: 0.828\n",
      " 955  Jacques Chirac: 0.794\n",
      " 956  Jacques Chirac: 0.769\n",
      " 957  Jacques Chirac: 0.702\n",
      " 958  Jacques Chirac: 0.669\n",
      " 959  Jacques Chirac: 0.711\n",
      " 960  Jacques Chirac: 0.721\n",
      " 961  Jacques Chirac: 0.773\n",
      " 962  Jacques Chirac: 0.744\n",
      " 963  Jacques Chirac: 0.713\n",
      " 964  Jacques Chirac: 0.736\n",
      " 965  Jacques Chirac: 0.730\n",
      " 966  Jacques Chirac: 0.745\n",
      " 967  Jean Chretien: 0.628\n",
      " 968  Jean Chretien: 0.740\n",
      " 969  Jean Chretien: 0.804\n",
      " 970  Jean Chretien: 0.642\n",
      " 971  Jean Chretien: 0.656\n",
      " 972  Jean Chretien: 0.708\n",
      " 973  Jean Chretien: 0.538\n",
      " 974  Jean Chretien: 0.754\n",
      " 975  Jean Chretien: 0.734\n",
      " 976  Jean Chretien: 0.766\n",
      " 977  Jean Chretien: 0.780\n",
      " 978  Jean Chretien: 0.799\n",
      " 979  Jean Chretien: 0.769\n",
      " 980  Jean Chretien: 0.668\n",
      " 981  Jean Chretien: 0.757\n",
      " 982  Jean Chretien: 0.633\n",
      " 983  Jean Chretien: 0.719\n",
      " 984  Jean Chretien: 0.771\n",
      " 985  Jean Chretien: 0.687\n",
      " 986  Jean Chretien: 0.757\n",
      " 987  Jennifer Capriati: 0.730\n",
      " 988  Jennifer Capriati: 0.839\n",
      " 989  Jennifer Capriati: 0.743\n",
      " 990  Jennifer Capriati: 0.771\n",
      " 991  Jennifer Capriati: 0.798\n",
      " 992  Jennifer Capriati: 0.695\n",
      " 993  Jennifer Capriati: 0.770\n",
      " 994  John Ashcroft: 0.789\n",
      " 995  John Ashcroft: 0.792\n",
      " 996  John Ashcroft: 0.751\n",
      " 997  John Ashcroft: 0.691\n",
      " 998  John Ashcroft: 0.772\n",
      " 999  John Ashcroft: 0.614\n",
      "1000  John Ashcroft: 0.811\n",
      "1001  John Ashcroft: 0.753\n",
      "1002  John Ashcroft: 0.778\n",
      "1003  John Ashcroft: 0.777\n",
      "1004  John Ashcroft: 0.694\n",
      "1005  John Ashcroft: 0.770\n",
      "1006  John Ashcroft: 0.668\n",
      "1007  John Ashcroft: 0.753\n",
      "1008  John Ashcroft: 0.781\n",
      "1009  John Ashcroft: 0.697\n",
      "1010  John Ashcroft: 0.762\n",
      "1011  John Ashcroft: 0.716\n",
      "1012  Junichiro Koizumi: 0.713\n",
      "1013  Junichiro Koizumi: 0.693\n",
      "1014  Junichiro Koizumi: 0.742\n",
      "1015  Junichiro Koizumi: 0.760\n",
      "1016  Junichiro Koizumi: 0.732\n",
      "1017  Junichiro Koizumi: 0.743\n",
      "1018  Junichiro Koizumi: 0.703\n",
      "1019  Junichiro Koizumi: 0.648\n",
      "1020  Junichiro Koizumi: 0.751\n",
      "1021  Junichiro Koizumi: 0.767\n",
      "1022  Junichiro Koizumi: 0.725\n",
      "1023  Junichiro Koizumi: 0.764\n",
      "1024  Junichiro Koizumi: 0.721\n",
      "1025  Junichiro Koizumi: 0.736\n",
      "1026  Junichiro Koizumi: 0.730\n",
      "1027  Junichiro Koizumi: 0.749\n",
      "1028  Junichiro Koizumi: 0.746\n",
      "1029  Junichiro Koizumi: 0.793\n",
      "1030  Junichiro Koizumi: 0.746\n",
      "1031  Junichiro Koizumi: 0.720\n",
      "1032  Junichiro Koizumi: 0.761\n",
      "1033  Junichiro Koizumi: 0.660\n",
      "1034  Junichiro Koizumi: 0.767\n",
      "1035  Junichiro Koizumi: 0.766\n",
      "1036  Junichiro Koizumi: 0.761\n",
      "1037  Laura Bush: 0.757\n",
      "1038  Laura Bush: 0.777\n",
      "1039  Laura Bush: 0.816\n",
      "1040  Laura Bush: 0.791\n",
      "1041  Laura Bush: 0.694\n",
      "1042  Laura Bush: 0.703\n",
      "1043  Lleyton Hewitt: 0.835\n",
      "1044  Lleyton Hewitt: 0.457\n",
      "1045  Lleyton Hewitt: 0.769\n",
      "1046  Lleyton Hewitt: 0.813\n",
      "1047  Lleyton Hewitt: 0.805\n",
      "1048  Lleyton Hewitt: 0.759\n",
      "1049  Luiz Inacio Lula da Silva: 0.735\n",
      "1050  Luiz Inacio Lula da Silva: 0.815\n",
      "1051  Luiz Inacio Lula da Silva: 0.776\n",
      "1052  Luiz Inacio Lula da Silva: 0.571\n",
      "1053  Luiz Inacio Lula da Silva: 0.722\n",
      "1054  Luiz Inacio Lula da Silva: 0.697\n",
      "1055  Luiz Inacio Lula da Silva: 0.679\n",
      "1056  Luiz Inacio Lula da Silva: 0.758\n",
      "1057  Luiz Inacio Lula da Silva: 0.842\n",
      "1058  Luiz Inacio Lula da Silva: 0.787\n",
      "1059  Luiz Inacio Lula da Silva: 0.777\n",
      "1060  Luiz Inacio Lula da Silva: 0.748\n",
      "1061  Luiz Inacio Lula da Silva: 0.696\n",
      "1062  Serena Williams: 0.721\n",
      "1063  Serena Williams: 0.733\n",
      "1064  Serena Williams: 0.692\n",
      "1065  Serena Williams: 0.723\n",
      "1066  Serena Williams: 0.772\n",
      "1067  Serena Williams: 0.708\n",
      "1068  Serena Williams: 0.691\n",
      "1069  Serena Williams: 0.746\n",
      "1070  Serena Williams: 0.649\n",
      "1071  Serena Williams: 0.746\n",
      "1072  Serena Williams: 0.731\n",
      "1073  Serena Williams: 0.753\n",
      "1074  Serena Williams: 0.764\n",
      "1075  Serena Williams: 0.718\n",
      "1076  Serena Williams: 0.745\n",
      "1077  Serena Williams: 0.619\n",
      "1078  Serena Williams: 0.752\n",
      "1079  Tony Blair: 0.638\n",
      "1080  Tony Blair: 0.704\n",
      "1081  Tony Blair: 0.733\n",
      "1082  Tony Blair: 0.556\n",
      "1083  Tony Blair: 0.597\n",
      "1084  Tony Blair: 0.216\n",
      "1085  Tony Blair: 0.719\n",
      "1086  Tony Blair: 0.791\n",
      "1087  Tony Blair: 0.618\n",
      "1088  Tony Blair: 0.732\n",
      "1089  Tony Blair: 0.736\n",
      "1090  Tony Blair: 0.673\n",
      "1091  Tony Blair: 0.736\n",
      "1092  Tony Blair: 0.711\n",
      "1093  Tony Blair: 0.777\n",
      "1094  Tony Blair: 0.444\n",
      "1095  Tony Blair: 0.688\n",
      "1096  Tony Blair: 0.671\n",
      "1097  Tony Blair: 0.861\n",
      "1098  Tony Blair: 0.608\n",
      "1099  Tony Blair: 0.718\n",
      "1100  Tony Blair: 0.771\n",
      "1101  Tony Blair: 0.750\n",
      "1102  Tony Blair: 0.693\n",
      "1103  Tony Blair: 0.653\n",
      "1104  Tony Blair: 0.327\n",
      "1105  Tony Blair: 0.785\n",
      "1106  Tony Blair: 0.743\n",
      "1107  Tony Blair: 0.798\n",
      "1108  Tony Blair: 0.680\n",
      "1109  Tony Blair: 0.491\n",
      "1110  Tony Blair: 0.684\n",
      "1111  Tony Blair: 0.751\n",
      "1112  Tony Blair: 0.762\n",
      "1113  Tony Blair: 0.766\n",
      "1114  Tony Blair: 0.849\n",
      "1115  Tony Blair: 0.721\n",
      "1116  Tony Blair: 0.763\n",
      "1117  Tony Blair: 0.627\n",
      "1118  Tony Blair: 0.754\n",
      "1119  Tony Blair: 0.611\n",
      "1120  Tony Blair: 0.557\n",
      "1121  Tony Blair: 0.686\n",
      "1122  Tony Blair: 0.764\n",
      "1123  Tony Blair: 0.711\n",
      "1124  Tony Blair: 0.649\n",
      "1125  Tony Blair: 0.659\n",
      "1126  Tony Blair: 0.765\n",
      "1127  Tony Blair: 0.665\n",
      "1128  Tony Blair: 0.503\n",
      "1129  Tony Blair: 0.628\n",
      "1130  Tony Blair: 0.816\n",
      "1131  Tony Blair: 0.739\n",
      "1132  Tony Blair: 0.784\n",
      "1133  Tony Blair: 0.646\n",
      "1134  Tony Blair: 0.756\n",
      "1135  Tony Blair: 0.734\n",
      "1136  Tony Blair: 0.498\n",
      "1137  Tony Blair: 0.587\n",
      "1138  Tony Blair: 0.692\n",
      "1139  Tony Blair: 0.812\n",
      "1140  Tony Blair: 0.847\n",
      "1141  Tony Blair: 0.545\n",
      "1142  Tony Blair: 0.718\n",
      "1143  Tony Blair: 0.759\n",
      "1144  Tony Blair: 0.589\n",
      "1145  Tony Blair: 0.802\n",
      "1146  Tony Blair: 0.780\n",
      "1147  Tony Blair: 0.768\n",
      "1148  Tony Blair: 0.601\n",
      "1149  Tony Blair: 0.813\n",
      "1150  Tony Blair: 0.652\n",
      "1151  Tony Blair: 0.786\n",
      "1152  Tony Blair: 0.698\n",
      "1153  Tony Blair: 0.624\n",
      "1154  Tony Blair: 0.749\n",
      "1155  Tony Blair: 0.791\n",
      "1156  Tony Blair: 0.645\n",
      "1157  Tony Blair: 0.571\n",
      "1158  Tony Blair: 0.815\n",
      "1159  Tony Blair: 0.830\n",
      "1160  Tony Blair: 0.763\n",
      "1161  Tony Blair: 0.801\n",
      "1162  Tony Blair: 0.770\n",
      "1163  Tony Blair: 0.802\n",
      "1164  Tony Blair: 0.816\n",
      "1165  Tony Blair: 0.803\n",
      "1166  Tony Blair: 0.564\n",
      "1167  Tony Blair: 0.569\n",
      "1168  Tony Blair: 0.376\n",
      "1169  Tony Blair: 0.775\n",
      "1170  Tony Blair: 0.752\n",
      "1171  Tony Blair: 0.778\n",
      "1172  Tony Blair: 0.477\n",
      "1173  Tony Blair: 0.779\n",
      "1174  Tony Blair: 0.407\n",
      "1175  Tony Blair: 0.835\n",
      "1176  Tony Blair: 0.775\n",
      "1177  Tony Blair: 0.694\n",
      "1178  Tony Blair: 0.737\n",
      "1179  Tony Blair: 0.572\n",
      "1180  Tony Blair: 0.657\n",
      "1181  Tony Blair: 0.819\n",
      "1182  Tony Blair: 0.771\n",
      "1183  Tony Blair: 0.500\n",
      "1184  Tony Blair: 0.821\n",
      "1185  Tony Blair: 0.824\n",
      "1186  Tony Blair: 0.712\n",
      "1187  Tony Blair: 0.741\n",
      "1188  Vladimir Putin: 0.777\n",
      "1189  Vladimir Putin: 0.679\n",
      "1190  Vladimir Putin: 0.621\n",
      "1191  Vladimir Putin: 0.689\n",
      "1192  Vladimir Putin: 0.765\n",
      "1193  Vladimir Putin: 0.669\n",
      "1194  Vladimir Putin: 0.789\n",
      "1195  Vladimir Putin: 0.803\n",
      "1196  Vladimir Putin: 0.764\n",
      "1197  Vladimir Putin: 0.599\n",
      "1198  Vladimir Putin: 0.617\n",
      "1199  Vladimir Putin: 0.781\n",
      "1200  Vladimir Putin: 0.777\n",
      "1201  Vladimir Putin: 0.766\n",
      "Accuracy: 0.999\n"
     ]
    }
   ],
   "source": [
    "            # 测试分类效果\n",
    "%run classifier.py CLASSIFY X:\\share\\image\\aligen160_lfw   X:/share/model/20180402-114759/20180402-114759.pb  X:\\share\\model\\classifiter\\lfw.pkl --batch_size 1000 --min_nrof_images_per_class 40 --nrof_train_images_per_class 35 --use_split_dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 明显的是数据集或者输入参数有问题\n",
    "* 为什么例子中 的分类数和图片数量不成比例， 每个分类大约有30张图片，而我的数据身上每个分类平均4张图片。\n",
    "\n",
    "查看了分类结果上的数据，每个人在训练时确实有20-30张照片，所以是没有足够数据SVM是无法得到真确分类的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\\classifier.py:60: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
      "  assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 101\n",
      "Number of images: 428\n",
      "Loading feature extraction model\n",
      "Model filename: X:/share/model/20180402-114759/20180402-114759.pb\n",
      "Calculating features for images\n",
      "Training classifier\n",
      "Saved classifier model to file \"X:\\share\\model\\classifiter\\aberdeen.pkl\"\n"
     ]
    }
   ],
   "source": [
    "%run classifier.py TRAIN  X:\\share\\image\\mydataset\\mtcnnalign_160  X:/share/model/20180402-114759/20180402-114759.pb  X:\\share\\model\\classifiter\\aberdeen.pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\myGit\\github\\facenet\\src\\classifier.py:60: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
      "  assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 32\n",
      "Number of images: 251\n",
      "Loading feature extraction model\n",
      "Model filename: X:/share/model/20180402-114759/20180402-114759.pb\n",
      "Calculating features for images\n",
      "Testing classifier\n",
      "Loaded classifier model from file \"X:\\share\\model\\classifiter\\aberdeen.pkl\"\n",
      "   0  mmanson: 0.057\n",
      "   1  mmanson: 0.047\n",
      "   2  mmanson: 0.048\n",
      "   3  mmanson: 0.059\n",
      "   4  mmanson: 0.062\n",
      "   5  mmanson: 0.057\n",
      "   6  mmanson: 0.059\n",
      "   7  mmanson: 0.046\n",
      "   8  mmanson: 0.046\n",
      "   9  andrew: 0.058\n",
      "  10  mmanson: 0.036\n",
      "  11  bfegan: 0.030\n",
      "  12  dave faquhar: 0.035\n",
      "  13  andrew: 0.039\n",
      "  14  andrew: 0.041\n",
      "  15  andrew: 0.036\n",
      "  16  andrew: 0.034\n",
      "  17  caroline: 0.035\n",
      "  18  dave faquhar: 0.036\n",
      "  19  mmanson: 0.037\n",
      "  20  alister: 0.032\n",
      "  21  dave faquhar: 0.029\n",
      "  22  mmanson: 0.032\n",
      "  23  mmanson: 0.031\n",
      "  24  olive: 0.032\n",
      "  25  mmanson: 0.030\n",
      "  26  scott: 0.032\n",
      "  27  andrew: 0.043\n",
      "  28  mmanson: 0.051\n",
      "  29  amellanby: 0.030\n",
      "  30  iroy: 0.038\n",
      "  31  iroy: 0.030\n",
      "  32  stewart: 0.031\n",
      "  33  andrew: 0.028\n",
      "  34  olive: 0.034\n",
      "  35  mmanson: 0.047\n",
      "  36  mmanson: 0.039\n",
      "  37  mmanson: 0.045\n",
      "  38  mmanson: 0.042\n",
      "  39  mmanson: 0.039\n",
      "  40  mmanson: 0.037\n",
      "  41  mmanson: 0.043\n",
      "  42  mmanson: 0.043\n",
      "  43  dave faquhar: 0.037\n",
      "  44  dave faquhar: 0.045\n",
      "  45  mmanson: 0.037\n",
      "  46  olive: 0.046\n",
      "  47  dave faquhar: 0.036\n",
      "  48  olive: 0.034\n",
      "  49  mmanson: 0.037\n",
      "  50  olive: 0.039\n",
      "  51  olive: 0.040\n",
      "  52  mmanson: 0.037\n",
      "  53  mmanson: 0.038\n",
      "  54  mmanson: 0.027\n",
      "  55  mmanson: 0.046\n",
      "  56  mmanson: 0.033\n",
      "  57  mmanson: 0.048\n",
      "  58  dbell: 0.040\n",
      "  59  mmanson: 0.048\n",
      "  60  mmanson: 0.043\n",
      "  61  dave faquhar: 0.045\n",
      "  62  mmanson: 0.052\n",
      "  63  olive: 0.032\n",
      "  64  mmanson: 0.046\n",
      "  65  mmanson: 0.042\n",
      "  66  mmanson: 0.043\n",
      "  67  mmanson: 0.048\n",
      "  68  scott: 0.041\n",
      "  69  mmanson: 0.042\n",
      "  70  dougal grant: 0.044\n",
      "  71  mmanson: 0.048\n",
      "  72  iroy: 0.035\n",
      "  73  iroy: 0.041\n",
      "  74  iroy: 0.048\n",
      "  75  iroy: 0.030\n",
      "  76  iroy: 0.039\n",
      "  77  mmanson: 0.044\n",
      "  78  mmanson: 0.045\n",
      "  79  dave faquhar: 0.043\n",
      "  80  dave faquhar: 0.038\n",
      "  81  mmanson: 0.039\n",
      "  82  mmanson: 0.040\n",
      "  83  caroline: 0.042\n",
      "  84  iroy: 0.040\n",
      "  85  mmanson: 0.043\n",
      "  86  iroy: 0.071\n",
      "  87  iroy: 0.079\n",
      "  88  iroy: 0.060\n",
      "  89  iroy: 0.067\n",
      "  90  iroy: 0.064\n",
      "  91  iroy: 0.048\n",
      "  92  iroy: 0.036\n",
      "  93  iroy: 0.031\n",
      "  94  mmanson: 0.038\n",
      "  95  dougal grant: 0.045\n",
      "  96  mmanson: 0.045\n",
      "  97  andrew: 0.036\n",
      "  98  andrew: 0.037\n",
      "  99  olive: 0.037\n",
      " 100  gordon: 0.034\n",
      " 101  mmanson: 0.045\n",
      " 102  mmanson: 0.041\n",
      " 103  stephen: 0.043\n",
      " 104  jsheenan: 0.054\n",
      " 105  caroline: 0.042\n",
      " 106  iroy: 0.029\n",
      " 107  iroy: 0.045\n",
      " 108  stewart: 0.049\n",
      " 109  stewart: 0.052\n",
      " 110  andrew: 0.034\n",
      " 111  caroline: 0.040\n",
      " 112  kieran: 0.058\n",
      " 113  kieran: 0.065\n",
      " 114  kieran: 0.060\n",
      " 115  kieran: 0.058\n",
      " 116  stewart: 0.049\n",
      " 117  stewart: 0.035\n",
      " 118  kieran: 0.058\n",
      " 119  kieran: 0.043\n",
      " 120  kieran: 0.064\n",
      " 121  mmanson: 0.039\n",
      " 122  michael: 0.038\n",
      " 123  mmanson: 0.036\n",
      " 124  michael: 0.041\n",
      " 125  michael: 0.043\n",
      " 126  iroy: 0.036\n",
      " 127  mmanson: 0.044\n",
      " 128  mmanson: 0.040\n",
      " 129  mmanson: 0.043\n",
      " 130  andrew: 0.034\n",
      " 131  dave faquhar: 0.041\n",
      " 132  amellanby: 0.034\n",
      " 133  mmanson: 0.052\n",
      " 134  mmanson: 0.051\n",
      " 135  mmanson: 0.041\n",
      " 136  kima: 0.038\n",
      " 137  dave faquhar: 0.049\n",
      " 138  dave faquhar: 0.037\n",
      " 139  andrew: 0.041\n",
      " 140  martin: 0.036\n",
      " 141  mmanson: 0.042\n",
      " 142  andrew: 0.044\n",
      " 143  dougal grant: 0.037\n",
      " 144  mmanson: 0.046\n",
      " 145  louise: 0.069\n",
      " 146  mmanson: 0.036\n",
      " 147  mmanson: 0.040\n",
      " 148  mmanson: 0.042\n",
      " 149  martin: 0.048\n",
      " 150  mmanson: 0.034\n",
      " 151  mmanson: 0.040\n",
      " 152  stephen: 0.047\n",
      " 153  mmanson: 0.052\n",
      " 154  dougal grant: 0.041\n",
      " 155  martin: 0.036\n",
      " 156  mmanson: 0.038\n",
      " 157  mmanson: 0.041\n",
      " 158  mmanson: 0.051\n",
      " 159  mmanson: 0.054\n",
      " 160  mmanson: 0.059\n",
      " 161  mmanson: 0.036\n",
      " 162  barry: 0.039\n",
      " 163  dougal grant: 0.031\n",
      " 164  barry: 0.039\n",
      " 165  andrew: 0.039\n",
      " 166  andrew: 0.043\n",
      " 167  stephen: 0.050\n",
      " 168  mmanson: 0.047\n",
      " 169  mmanson: 0.036\n",
      " 170  caroline: 0.040\n",
      " 171  dave faquhar: 0.034\n",
      " 172  mmanson: 0.041\n",
      " 173  mmanson: 0.050\n",
      " 174  mmanson: 0.037\n",
      " 175  mmanson: 0.048\n",
      " 176  mmanson: 0.037\n",
      " 177  barry: 0.038\n",
      " 178  dave faquhar: 0.030\n",
      " 179  mmanson: 0.032\n",
      " 180  iroy: 0.028\n",
      " 181  iroy: 0.041\n",
      " 182  iroy: 0.031\n",
      " 183  stewart: 0.031\n",
      " 184  mmanson: 0.031\n",
      " 185  andrew: 0.039\n",
      " 186  iroy: 0.035\n",
      " 187  stewart: 0.041\n",
      " 188  andrew: 0.039\n",
      " 189  iroy: 0.037\n",
      " 190  olive: 0.037\n",
      " 191  alister: 0.031\n",
      " 192  mmanson: 0.038\n",
      " 193  mmanson: 0.037\n",
      " 194  mmanson: 0.050\n",
      " 195  mmanson: 0.039\n",
      " 196  mmanson: 0.046\n",
      " 197  olive: 0.035\n",
      " 198  mmanson: 0.046\n",
      " 199  andrew: 0.040\n",
      " 200  dave faquhar: 0.037\n",
      " 201  paol: 0.054\n",
      " 202  grant cumming: 0.036\n",
      " 203  iroy: 0.029\n",
      " 204  martin: 0.047\n",
      " 205  alister: 0.035\n",
      " 206  mmanson: 0.046\n",
      " 207  mmanson: 0.045\n",
      " 208  mmanson: 0.044\n",
      " 209  dbell: 0.039\n",
      " 210  mmanson: 0.062\n",
      " 211  mmanson: 0.045\n",
      " 212  mmanson: 0.041\n",
      " 213  olive: 0.038\n",
      " 214  mmanson: 0.047\n",
      " 215  mmanson: 0.047\n",
      " 216  mmanson: 0.045\n",
      " 217  mmanson: 0.043\n",
      " 218  olive: 0.040\n",
      " 219  mmanson: 0.053\n",
      " 220  mmanson: 0.061\n",
      " 221  mmanson: 0.044\n",
      " 222  mmanson: 0.040\n",
      " 223  mmanson: 0.040\n",
      " 224  mmanson: 0.040\n",
      " 225  martin: 0.055\n",
      " 226  mmanson: 0.043\n",
      " 227  martin: 0.042\n",
      " 228  mmanson: 0.040\n",
      " 229  mmanson: 0.031\n",
      " 230  mmanson: 0.043\n",
      " 231  iroy: 0.031\n",
      " 232  mmanson: 0.035\n",
      " 233  mmanson: 0.036\n",
      " 234  mmanson: 0.040\n",
      " 235  mmanson: 0.045\n",
      " 236  mmanson: 0.040\n",
      " 237  mmanson: 0.035\n",
      " 238  martin: 0.035\n",
      " 239  mmanson: 0.050\n",
      " 240  mmanson: 0.039\n",
      " 241  terry johnstone: 0.033\n",
      " 242  mmanson: 0.033\n",
      " 243  mmanson: 0.046\n",
      " 244  mmanson: 0.044\n",
      " 245  mmanson: 0.046\n",
      " 246  mmanson: 0.046\n",
      " 247  mmanson: 0.037\n",
      " 248  barry: 0.030\n",
      " 249  mmanson: 0.029\n",
      " 250  mmanson: 0.041\n",
      "Accuracy: 0.000\n"
     ]
    }
   ],
   "source": [
    "%run classifier.py CLASSIFY  X:/share/image/mydataset/test_img/  X:/share/model/20180402-114759/20180402-114759.pb  X:\\share\\model\\classifiter\\aberdeen.pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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